Pith Number

pith:VW7LQMCL

pith:2025:VW7LQMCLFMOTMBH4MRG6UK2IYJ

not attested not anchored not stored refs pending

Modes of Sequence Models and Learning Coefficients

Daniel Murfet, Zhongtian Chen

arxiv:2504.18048 v1 · 2025-04-25 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VW7LQMCLFMOTMBH4MRG6UK2IYJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Dead Directions: Geometric Singular Learning

Receipt and verification

First computed	2026-07-05T10:54:00.714595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adbeb8304b2b1d3604fc644dea2b48c27176ba1a2f7d5f23fc9345047720bdfd

Aliases

arxiv: 2504.18048 · arxiv_version: 2504.18048v1 · doi: 10.48550/arxiv.2504.18048 · pith_short_12: VW7LQMCLFMOT · pith_short_16: VW7LQMCLFMOTMBH4 · pith_short_8: VW7LQMCL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VW7LQMCLFMOTMBH4MRG6UK2IYJ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: adbeb8304b2b1d3604fc644dea2b48c27176ba1a2f7d5f23fc9345047720bdfd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d37904496aa849bc4e9ef6efd950eae6e8d708f0bf2d50059aa81598ab5234f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-25T03:38:10Z",
    "title_canon_sha256": "5226cecd7b8bb1da19afaea425c8a22d8233f44a0e18405dd5d3342f1ca69bfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18048",
    "kind": "arxiv",
    "version": 1
  }
}